Local Causal and Markov Blanket Induction for Causal Discovery and Feature Selection for Classification Part I: Algorithms and Empirical Evaluation.
Constantin F. AliferisAlexander R. StatnikovIoannis TsamardinosSubramani ManiXenofon D. KoutsoukosPublished in: J. Mach. Learn. Res. (2010)
Keyphrases
- class labels
- markov blanket
- causal discovery
- empirical evaluation
- feature selection
- bayesian networks
- causal models
- discovery process
- causal relationships
- variable selection
- structure learning
- bayesian network classifiers
- approximate inference
- conditional independence
- causal structure
- probabilistic graphical models
- directed acyclic graph
- training set
- conditional probabilities
- causal graph
- knowledge discovery
- learning algorithm
- feature space
- graphical models
- classification accuracy
- text classification
- decision trees